{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "3d0efed1-eca7-4470-bed1-a2242b509c12",
   "metadata": {},
   "source": [
    "# Traffic Flow Forecasting"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "fa5719e3-a811-4bd8-9119-0c8f85ea3b09",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from scipy import stats\n",
    "\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.metrics import mean_absolute_error, \\\n",
    "                            mean_absolute_percentage_error, \\\n",
    "                            mean_squared_error, root_mean_squared_error, \\\n",
    "                            r2_score\n",
    "\n",
    "import torch\n",
    "import torch.nn as nn\n",
    "import torch.nn.functional as F\n",
    "from torch.utils.data import TensorDataset, DataLoader, Dataset\n",
    "from torchinfo import summary\n",
    "\n",
    "np.random.seed(0)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c94c11eb-8352-4e4d-a697-26d3321fdbd0",
   "metadata": {},
   "source": [
    "## 数据集加载"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "b78edcce-2748-485f-8c1a-c7279566ecbc",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(26208, 358, 1)\n"
     ]
    }
   ],
   "source": [
    "pems03_data = np.load('./PEMS03/pems03.npz')\n",
    "traffic_data = pems03_data['data']\n",
    "print(traffic_data.shape) # 91天*24小时*12(5分钟统计一次流量数据)，探测器数量358，特征数 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "4126dcfa-bac5-4c80-a121-c6d77d2d3aa3",
   "metadata": {},
   "outputs": [],
   "source": [
    "data = traffic_data[:, 0, 0] # 第一个探测器的交通流量数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "66a9ec89-cad6-4b3e-884d-f8a7d20c119e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(18, 6))\n",
    "plt.style.use('_mpl-gallery')\n",
    "plt.plot(np.arange(len(data)), data, linestyle= '-')\n",
    "fig.autofmt_xdate(rotation= 45)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "19bad8e7-3c57-42ad-8687-49c9988a2095",
   "metadata": {},
   "source": [
    "**Feature Scaling (normalisation)**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "cba991e2-bddb-49f1-93d5-b9e027e7b25a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "skewness: 0.22\n",
      "kurtosis: 2.10\n"
     ]
    }
   ],
   "source": [
    "# 计算偏度\n",
    "skewness = stats.skew(data)\n",
    "print(\"skewness: {:.2f}\".format(skewness))\n",
    "\n",
    "# 计算峰度\n",
    "# fisher=False表示使用Pearson的定义，峰度应该接近 3\n",
    "kurtosis = stats.kurtosis(data, fisher=False)  \n",
    "print(\"kurtosis: {:.2f}\".format(kurtosis))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "36df36ec-fc4c-4c9d-9235-03c63b2259c3",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 重塑数组\n",
    "data = data.reshape(-1, 1)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "30dd29f1-2a5c-4c8e-9908-efa900494007",
   "metadata": {},
   "source": [
    "`reshape` 方法用于改变数组的形状。第一个参数 `-1` 表示自动推断该维度的大小，使得数组在保持总元素数量不变的情况下，根据第二个参数的要求进行重塑。第二个参数 `1` 指定了新数组的第二维度为 `1`。举例说明，如果原始的 `data` 是一个一维数组 `[1, 2, 3, 4]`，执行 `data.reshape(-1, 1)` 后，`data` 将变为一个二维数组 `[[1], [2], [3], [4]]`。如果原始的 `data` 是一个二维数组，比如 `[[1, 2], [3, 4]]` ，执行该操作后会将其转换为一个二维数组，其中每个元素都被转换为一个包含单个元素的列表，即 `[[1], [2], [3], [4]]`。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "c9b32433-7556-4418-b7a9-56f3b15dfec2",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(26208, 1)\n"
     ]
    }
   ],
   "source": [
    "# 创建 StandardScaler实例，对特征进行拟合和变换\n",
    "scaler = StandardScaler()\n",
    "scaled_data = scaler.fit_transform(data)\n",
    "print(scaled_data.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6641cba3-2a9d-4413-a839-6a10e714359d",
   "metadata": {},
   "source": [
    "**构建时间序列数据**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "a53a60e9-a92e-4dc6-9dc4-c09d9251761f",
   "metadata": {},
   "outputs": [],
   "source": [
    "time_steps = 10\n",
    "X_list = []\n",
    "y_list = []\n",
    "\n",
    "for i in range(len(scaled_data) - time_steps):\n",
    "    X_list.append(scaled_data[i:i+time_steps])\n",
    "    y_list.append(scaled_data[i+time_steps])\n",
    "\n",
    "X = np.array(X_list) # [samples, time_steps, num_features]\n",
    "y = np.array(y_list) # [target]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "00aa96d0-c5e7-4281-b3a8-969402e3711b",
   "metadata": {},
   "source": [
    "上述代码的目的是进行时间序列数据的预处理，将原始的时间序列数据转换为适合机器学习模型输入的格式。具体来说，它通过滑动窗口的方式将时间序列数据分割成多个样本，每个样本包含一定数量的时间步 `time_steps` 的特征数据以及对应的一个目标值。`time_steps`：表示每个样本中包含的时间步数。它决定了模型在预测时考虑的历史数据长度。`X_list`：用于存储分割后的特征数据样本的列表。`y_list`：用于存储每个特征数据样本对应的目标值的列表。"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "be463ccd-bf3b-436d-9b30-98f5b3d724c7",
   "metadata": {},
   "source": [
    "`X_list.append(features_scaled[i:i + time_steps])`：将从当前位置 `i` 开始，长度为 `time_steps` 的特征数据切片添加到 `X_list` 中。这样就得到了一系列连续的时间步的特征数据样本。\n",
    "`y_list.append(target_scaled[i + time_steps])`：将当前位置 `i + time_steps` 的目标值添加到 `y_list` 中。这个目标值对应于当前特征数据样本之后的一个时间步的目标值。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "e4e18d38-ab12-4511-a16f-5216593e4f65",
   "metadata": {},
   "outputs": [],
   "source": [
    "samples, time_steps, num_features = X.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "12a1aae5-0177-4b6a-9eaf-4e2a41710dd7",
   "metadata": {},
   "source": [
    "**Data set segmentation**"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fd216f89-d2fa-4fc7-8bf8-b0404ae25fda",
   "metadata": {},
   "source": [
    "`train_test_split` split arrays or matrices into random train and test subsets."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "4a46f0c3-e2ed-4c2d-bd97-1cbf062f2a4b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(20958, 10, 1) (5240, 10, 1) (20958, 1) (5240, 1)\n"
     ]
    }
   ],
   "source": [
    "X_train, X_valid,\\\n",
    "    y_train, y_valid = train_test_split(X, y, \n",
    "                                        test_size=0.2, \n",
    "                                        random_state=45,\n",
    "                                        shuffle=False)\n",
    "print(X_train.shape, X_valid.shape, y_train.shape, y_valid.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "75c6a8ea-130d-4477-9773-e18dd715552e",
   "metadata": {},
   "source": [
    "**Data set tensor (math.)**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "30dc4ba3-7dc1-4ff4-a5df-6acca350a6d7",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "torch.Size([20958, 10, 1]) torch.Size([5240, 10, 1]) torch.Size([20958, 1]) torch.Size([5240, 1])\n"
     ]
    }
   ],
   "source": [
    "# 将 NumPy数组转换为 tensor张量\n",
    "X_train_tensor = torch.from_numpy(X_train).type(torch.Tensor)\n",
    "X_valid_tensor = torch.from_numpy(X_valid).type(torch.Tensor)\n",
    "y_train_tensor = torch.from_numpy(y_train).type(torch.Tensor).view(-1, 1)\n",
    "y_valid_tensor = torch.from_numpy(y_valid).type(torch.Tensor).view(-1, 1)\n",
    "\n",
    "print(X_train_tensor.shape, X_valid_tensor.shape, y_train_tensor.shape, y_valid_tensor.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9f66a4be-85f9-411e-ad8d-b899d21c07af",
   "metadata": {},
   "source": [
    "`.type(torch.Tensor)` 确保张量的数据类型为标准的 `torch.Tensor` 类型，`.view(-1, 1)` 对张量进行维度调整"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "0afc6239-355c-4f34-b3ed-41d53d3ea3b1",
   "metadata": {},
   "outputs": [],
   "source": [
    "class DataHandler(Dataset):\n",
    "    def __init__(self, X_train_tensor, y_train_tensor, X_valid_tensor, y_valid_tensor):\n",
    "        self.X_train_tensor = X_train_tensor\n",
    "        self.y_train_tensor = y_train_tensor\n",
    "        self.X_valid_tensor = X_valid_tensor\n",
    "        self.y_valid_tensor = y_valid_tensor\n",
    "        \n",
    "    def __len__(self):\n",
    "        return len(self.X_train_tensor)\n",
    "\n",
    "    def __getitem__(self, idx):\n",
    "        sample = self.X_train_tensor[idx]\n",
    "        labels = self.y_train_tensor[idx]\n",
    "        return sample, labels\n",
    "        \n",
    "    def train_loader(self):\n",
    "        train_dataset = TensorDataset(self.X_train_tensor, self.y_train_tensor)\n",
    "        return DataLoader(train_dataset, batch_size=32, shuffle=True)\n",
    "\n",
    "    def valid_loader(self):\n",
    "        valid_dataset = TensorDataset(self.X_valid_tensor, self.y_valid_tensor)\n",
    "        return DataLoader(valid_dataset, batch_size=32, shuffle=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "59df3ed1-4eae-4e7e-a000-1247cf16f1cc",
   "metadata": {},
   "source": [
    "在上述代码中，定义了一个名为 `DataHandler` 的类，它继承自 `torch.utils.data.Dataset`  \n",
    "`__init__` 方法用于接收数据和标签。 \n",
    "`__len__` 方法返回数据集的长度。 \n",
    "`__getitem__` 方法根据给定的索引 `idx` 返回相应的数据样本和标签。 "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "1990b8ab-cd9f-4259-8478-7a9b879c2904",
   "metadata": {},
   "outputs": [],
   "source": [
    "data_handler = DataHandler(X_train_tensor, y_train_tensor, X_valid_tensor, y_valid_tensor)\n",
    "train_loader = data_handler.train_loader()\n",
    "valid_loader = data_handler.valid_loader()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "57791f64-117f-4e3a-9262-ab1e67b31b1d",
   "metadata": {},
   "source": [
    "在上述代码中，创建一个数据处理对象 `data_handler`，并通过该对象获取训练数据加载器 `train_loader` 和验证数据加载器 `valid_loader`，以便在深度学习模型的训练和验证过程中方便地加载数据。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "84a68fec-bee5-4730-9b01-d3d0ee96ad34",
   "metadata": {},
   "outputs": [],
   "source": [
    "class CNN_Transformer(nn.Module):\n",
    "    def __init__(self, input_dim, hidden_dim, num_layers, num_heads, output_dim, dropout=0.5):\n",
    "        super(CNN_Transformer, self).__init__()\n",
    "        \n",
    "        # CNN层\n",
    "        self.conv1d = nn.Conv1d(in_channels=input_dim, out_channels=hidden_dim, kernel_size=3)\n",
    "        \n",
    "        # Transformer编码器层\n",
    "        encoder_layer = nn.TransformerEncoderLayer(hidden_dim, num_heads, dim_feedforward=hidden_dim * 2, dropout=dropout, batch_first=True)\n",
    "        self.transformer_encoder = nn.TransformerEncoder(encoder_layer, num_layers=num_layers)\n",
    "        \n",
    "        # 输出层\n",
    "        self.fc = nn.Linear(hidden_dim, output_dim)\n",
    "        \n",
    "    def forward(self, x): # x: [batch_size, seq_len, input_dim]\n",
    "        x = x.permute(0, 2, 1)\n",
    "        x = F.relu(self.conv1d(x))\n",
    "        x = x.permute(0, 2, 1) \n",
    "        # Transformer输出\n",
    "        out = self.transformer_encoder(x)\n",
    "        # 预测输出\n",
    "        output = self.fc(out[:, -1, :])        \n",
    "        return output"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "6cefb1ab-bd55-4aa9-857e-c1c222124856",
   "metadata": {},
   "outputs": [],
   "source": [
    "model = CNN_Transformer(input_dim = num_features, # 输入特征维度\n",
    "                        hidden_dim = 4, \n",
    "                        num_layers = 2, # BiLSTM 中 num_layers为 2\n",
    "                        num_heads = 4, \n",
    "                        output_dim = 1)\n",
    "criterion_mse = nn.MSELoss()  # 定义均方误差损失函数\n",
    "criterion_mae = nn.L1Loss()  # 定义平均绝对误差损失\n",
    "optimizer = torch.optim.Adam(model.parameters(), lr=1e-04) # 定义优化器"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "76ae0a9e-d0be-4b14-a7ec-0780a8df9207",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "===============================================================================================\n",
       "Layer (type:depth-idx)                        Output Shape              Param #\n",
       "===============================================================================================\n",
       "CNN_Transformer                               [32, 1]                   --\n",
       "├─Conv1d: 1-1                                 [32, 4, 8]                16\n",
       "├─TransformerEncoder: 1-2                     [32, 8, 4]                --\n",
       "│    └─ModuleList: 2-1                        --                        --\n",
       "│    │    └─TransformerEncoderLayer: 3-1      [32, 8, 4]                172\n",
       "│    │    └─TransformerEncoderLayer: 3-2      [32, 8, 4]                172\n",
       "├─Linear: 1-3                                 [32, 1]                   5\n",
       "===============================================================================================\n",
       "Total params: 365\n",
       "Trainable params: 365\n",
       "Non-trainable params: 0\n",
       "Total mult-adds (Units.MEGABYTES): 0.00\n",
       "===============================================================================================\n",
       "Input size (MB): 0.00\n",
       "Forward/backward pass size (MB): 0.01\n",
       "Params size (MB): 0.00\n",
       "Estimated Total Size (MB): 0.01\n",
       "==============================================================================================="
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# batch_size, seq_len(time_steps), input_dim\n",
    "summary(model, (32, time_steps, num_features)) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "9858c070-63c8-4484-bea5-375c590e5f94",
   "metadata": {},
   "outputs": [],
   "source": [
    "def train(model, iterator, optimizer):\n",
    "    epoch_loss_mse = 0\n",
    "    epoch_loss_mae = 0\n",
    "\n",
    "    model.train()  # 确保模型处于训练模式\n",
    "    for batch in iterator:\n",
    "        optimizer.zero_grad()  # 清空梯度\n",
    "        inputs, targets = batch  # 获取输入和目标值\n",
    "        outputs = model(inputs)  # 前向传播\n",
    "\n",
    "        loss_mse = criterion_mse(outputs, targets)  # 计算损失\n",
    "        loss_mae = criterion_mae(outputs, targets)\n",
    "\n",
    "        combined_loss = loss_mse + loss_mae  # 可以根据需要调整两者的权重\n",
    "\n",
    "        combined_loss.backward()\n",
    "        optimizer.step()\n",
    "\n",
    "        epoch_loss_mse += loss_mse.item()  # 累计损失\n",
    "        epoch_loss_mae += loss_mae.item()\n",
    "\n",
    "    average_loss_mse = epoch_loss_mse / len(iterator)  # 计算平均损失\n",
    "    average_loss_mae = epoch_loss_mae / len(iterator)\n",
    "\n",
    "    return average_loss_mse, average_loss_mae"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a8eb6c86-fa82-4464-be0a-a744704fe689",
   "metadata": {},
   "source": [
    "上述代码定义了一个名为 `train` 的函数，用于训练给定的模型。它接收模型、数据迭代器、优化器作为参数，并返回训练过程中的平均损失。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "d5d89a8c-5322-459a-803c-16d53714398d",
   "metadata": {},
   "outputs": [],
   "source": [
    "def evaluate(model, iterator):\n",
    "    epoch_loss_mse = 0\n",
    "    epoch_loss_mae = 0\n",
    "\n",
    "    model.eval()  # 将模型设置为评估模式，例如关闭 Dropout 等\n",
    "    with torch.no_grad():  # 不需要计算梯度\n",
    "        for batch in iterator:\n",
    "            inputs, targets = batch\n",
    "            outputs = model(inputs)  # 前向传播\n",
    "\n",
    "            loss_mse = criterion_mse(outputs, targets)  # 计算损失\n",
    "            loss_mae = criterion_mae(outputs, targets)\n",
    "\n",
    "            epoch_loss_mse += loss_mse.item()  # 累计损失\n",
    "            epoch_loss_mae += loss_mae.item()\n",
    "\n",
    "    return epoch_loss_mse / len(iterator), epoch_loss_mae / len(iterator)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2c22781c-cecd-45dc-8f91-3d0a60f12027",
   "metadata": {},
   "source": [
    "上述代码定义了一个名为 `evaluate` 的函数，用于评估给定模型在给定数据迭代器上的性能。它接收模型、数据迭代器作为参数，并返回评估过程中的平均损失。这个函数通常在模型训练的过程中定期被调用，以监控模型在验证集或测试集上的性能。通过评估模型的性能，可以了解模型的泛化能力和训练的进展情况。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "f6400c3d-9e4f-48ce-a6ca-1963760a4435",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch: 01, Train MSELoss: 0.76618, Train MAELoss: 0.702, Val. MSELoss: 0.20181, Val. MAELoss: 0.327\n",
      "Epoch: 02, Train MSELoss: 0.26801, Train MAELoss: 0.389, Val. MSELoss: 0.13613, Val. MAELoss: 0.264\n",
      "Epoch: 03, Train MSELoss: 0.19792, Train MAELoss: 0.329, Val. MSELoss: 0.11584, Val. MAELoss: 0.241\n",
      "Epoch: 04, Train MSELoss: 0.16699, Train MAELoss: 0.298, Val. MSELoss: 0.09809, Val. MAELoss: 0.218\n",
      "Epoch: 05, Train MSELoss: 0.14004, Train MAELoss: 0.271, Val. MSELoss: 0.08389, Val. MAELoss: 0.200\n",
      "Epoch: 06, Train MSELoss: 0.12340, Train MAELoss: 0.254, Val. MSELoss: 0.07580, Val. MAELoss: 0.192\n",
      "Epoch: 07, Train MSELoss: 0.10884, Train MAELoss: 0.238, Val. MSELoss: 0.06815, Val. MAELoss: 0.182\n",
      "Epoch: 08, Train MSELoss: 0.09979, Train MAELoss: 0.229, Val. MSELoss: 0.06373, Val. MAELoss: 0.178\n",
      "Epoch: 09, Train MSELoss: 0.09186, Train MAELoss: 0.220, Val. MSELoss: 0.06077, Val. MAELoss: 0.176\n",
      "Epoch: 10, Train MSELoss: 0.08471, Train MAELoss: 0.212, Val. MSELoss: 0.05694, Val. MAELoss: 0.170\n",
      "Epoch: 11, Train MSELoss: 0.07984, Train MAELoss: 0.206, Val. MSELoss: 0.05377, Val. MAELoss: 0.166\n",
      "Epoch: 12, Train MSELoss: 0.07364, Train MAELoss: 0.198, Val. MSELoss: 0.05139, Val. MAELoss: 0.163\n",
      "Epoch: 13, Train MSELoss: 0.06931, Train MAELoss: 0.192, Val. MSELoss: 0.04987, Val. MAELoss: 0.162\n",
      "Epoch: 14, Train MSELoss: 0.06536, Train MAELoss: 0.187, Val. MSELoss: 0.04778, Val. MAELoss: 0.159\n",
      "Epoch: 15, Train MSELoss: 0.06223, Train MAELoss: 0.182, Val. MSELoss: 0.04674, Val. MAELoss: 0.157\n",
      "Epoch: 16, Train MSELoss: 0.05893, Train MAELoss: 0.177, Val. MSELoss: 0.04504, Val. MAELoss: 0.155\n",
      "Epoch: 17, Train MSELoss: 0.05585, Train MAELoss: 0.173, Val. MSELoss: 0.04385, Val. MAELoss: 0.153\n",
      "Epoch: 18, Train MSELoss: 0.05468, Train MAELoss: 0.171, Val. MSELoss: 0.04329, Val. MAELoss: 0.153\n",
      "Epoch: 19, Train MSELoss: 0.05229, Train MAELoss: 0.167, Val. MSELoss: 0.04230, Val. MAELoss: 0.151\n",
      "Epoch: 20, Train MSELoss: 0.05016, Train MAELoss: 0.164, Val. MSELoss: 0.04104, Val. MAELoss: 0.148\n",
      "Epoch: 21, Train MSELoss: 0.04870, Train MAELoss: 0.162, Val. MSELoss: 0.04036, Val. MAELoss: 0.147\n",
      "Epoch: 22, Train MSELoss: 0.04821, Train MAELoss: 0.161, Val. MSELoss: 0.03984, Val. MAELoss: 0.146\n",
      "Epoch: 23, Train MSELoss: 0.04685, Train MAELoss: 0.159, Val. MSELoss: 0.03921, Val. MAELoss: 0.145\n",
      "Epoch: 24, Train MSELoss: 0.04579, Train MAELoss: 0.157, Val. MSELoss: 0.03869, Val. MAELoss: 0.145\n",
      "Epoch: 25, Train MSELoss: 0.04519, Train MAELoss: 0.155, Val. MSELoss: 0.03820, Val. MAELoss: 0.143\n",
      "Epoch: 26, Train MSELoss: 0.04463, Train MAELoss: 0.154, Val. MSELoss: 0.03771, Val. MAELoss: 0.143\n",
      "Epoch: 27, Train MSELoss: 0.04350, Train MAELoss: 0.152, Val. MSELoss: 0.03736, Val. MAELoss: 0.142\n",
      "Epoch: 28, Train MSELoss: 0.04312, Train MAELoss: 0.151, Val. MSELoss: 0.03709, Val. MAELoss: 0.141\n",
      "Epoch: 29, Train MSELoss: 0.04287, Train MAELoss: 0.150, Val. MSELoss: 0.03712, Val. MAELoss: 0.141\n",
      "Epoch: 30, Train MSELoss: 0.04238, Train MAELoss: 0.150, Val. MSELoss: 0.03653, Val. MAELoss: 0.140\n",
      "Epoch: 31, Train MSELoss: 0.04244, Train MAELoss: 0.150, Val. MSELoss: 0.03631, Val. MAELoss: 0.140\n",
      "Epoch: 32, Train MSELoss: 0.04187, Train MAELoss: 0.149, Val. MSELoss: 0.03625, Val. MAELoss: 0.139\n",
      "Epoch: 33, Train MSELoss: 0.04145, Train MAELoss: 0.148, Val. MSELoss: 0.03585, Val. MAELoss: 0.139\n",
      "Epoch: 34, Train MSELoss: 0.04119, Train MAELoss: 0.147, Val. MSELoss: 0.03564, Val. MAELoss: 0.138\n",
      "Epoch: 35, Train MSELoss: 0.04081, Train MAELoss: 0.146, Val. MSELoss: 0.03551, Val. MAELoss: 0.138\n",
      "Epoch: 36, Train MSELoss: 0.04061, Train MAELoss: 0.146, Val. MSELoss: 0.03539, Val. MAELoss: 0.138\n",
      "Epoch: 37, Train MSELoss: 0.04027, Train MAELoss: 0.146, Val. MSELoss: 0.03526, Val. MAELoss: 0.137\n",
      "Epoch: 38, Train MSELoss: 0.04013, Train MAELoss: 0.145, Val. MSELoss: 0.03507, Val. MAELoss: 0.137\n",
      "Epoch: 39, Train MSELoss: 0.04006, Train MAELoss: 0.145, Val. MSELoss: 0.03497, Val. MAELoss: 0.137\n",
      "Epoch: 40, Train MSELoss: 0.03980, Train MAELoss: 0.145, Val. MSELoss: 0.03483, Val. MAELoss: 0.137\n",
      "Epoch: 41, Train MSELoss: 0.03988, Train MAELoss: 0.144, Val. MSELoss: 0.03480, Val. MAELoss: 0.137\n",
      "Epoch: 42, Train MSELoss: 0.03927, Train MAELoss: 0.143, Val. MSELoss: 0.03492, Val. MAELoss: 0.136\n",
      "Epoch: 43, Train MSELoss: 0.03944, Train MAELoss: 0.144, Val. MSELoss: 0.03449, Val. MAELoss: 0.136\n",
      "Epoch: 44, Train MSELoss: 0.03939, Train MAELoss: 0.143, Val. MSELoss: 0.03444, Val. MAELoss: 0.136\n",
      "Epoch: 45, Train MSELoss: 0.03930, Train MAELoss: 0.143, Val. MSELoss: 0.03443, Val. MAELoss: 0.136\n",
      "Epoch: 46, Train MSELoss: 0.03886, Train MAELoss: 0.143, Val. MSELoss: 0.03431, Val. MAELoss: 0.136\n",
      "Epoch: 47, Train MSELoss: 0.03891, Train MAELoss: 0.143, Val. MSELoss: 0.03436, Val. MAELoss: 0.135\n",
      "Epoch: 48, Train MSELoss: 0.03892, Train MAELoss: 0.142, Val. MSELoss: 0.03432, Val. MAELoss: 0.135\n",
      "Epoch: 49, Train MSELoss: 0.03888, Train MAELoss: 0.142, Val. MSELoss: 0.03425, Val. MAELoss: 0.136\n",
      "Epoch: 50, Train MSELoss: 0.03872, Train MAELoss: 0.142, Val. MSELoss: 0.03406, Val. MAELoss: 0.135\n",
      "Epoch: 51, Train MSELoss: 0.03858, Train MAELoss: 0.142, Val. MSELoss: 0.03412, Val. MAELoss: 0.135\n",
      "Epoch: 52, Train MSELoss: 0.03853, Train MAELoss: 0.142, Val. MSELoss: 0.03396, Val. MAELoss: 0.135\n",
      "Epoch: 53, Train MSELoss: 0.03856, Train MAELoss: 0.142, Val. MSELoss: 0.03390, Val. MAELoss: 0.134\n",
      "Epoch: 54, Train MSELoss: 0.03843, Train MAELoss: 0.141, Val. MSELoss: 0.03381, Val. MAELoss: 0.134\n",
      "Epoch: 55, Train MSELoss: 0.03838, Train MAELoss: 0.141, Val. MSELoss: 0.03378, Val. MAELoss: 0.134\n",
      "Epoch: 56, Train MSELoss: 0.03824, Train MAELoss: 0.141, Val. MSELoss: 0.03381, Val. MAELoss: 0.134\n",
      "Epoch: 57, Train MSELoss: 0.03817, Train MAELoss: 0.141, Val. MSELoss: 0.03375, Val. MAELoss: 0.134\n",
      "Epoch: 58, Train MSELoss: 0.03827, Train MAELoss: 0.141, Val. MSELoss: 0.03370, Val. MAELoss: 0.134\n",
      "Epoch: 59, Train MSELoss: 0.03826, Train MAELoss: 0.141, Val. MSELoss: 0.03369, Val. MAELoss: 0.134\n",
      "Epoch: 60, Train MSELoss: 0.03807, Train MAELoss: 0.141, Val. MSELoss: 0.03364, Val. MAELoss: 0.134\n",
      "Epoch: 61, Train MSELoss: 0.03809, Train MAELoss: 0.141, Val. MSELoss: 0.03359, Val. MAELoss: 0.134\n",
      "Epoch: 62, Train MSELoss: 0.03807, Train MAELoss: 0.141, Val. MSELoss: 0.03366, Val. MAELoss: 0.134\n",
      "Epoch: 63, Train MSELoss: 0.03782, Train MAELoss: 0.140, Val. MSELoss: 0.03358, Val. MAELoss: 0.134\n",
      "Epoch: 64, Train MSELoss: 0.03781, Train MAELoss: 0.140, Val. MSELoss: 0.03369, Val. MAELoss: 0.134\n",
      "Epoch: 65, Train MSELoss: 0.03788, Train MAELoss: 0.140, Val. MSELoss: 0.03373, Val. MAELoss: 0.134\n",
      "Epoch: 66, Train MSELoss: 0.03777, Train MAELoss: 0.140, Val. MSELoss: 0.03411, Val. MAELoss: 0.134\n",
      "Epoch: 67, Train MSELoss: 0.03767, Train MAELoss: 0.140, Val. MSELoss: 0.03348, Val. MAELoss: 0.133\n",
      "Epoch: 68, Train MSELoss: 0.03795, Train MAELoss: 0.140, Val. MSELoss: 0.03345, Val. MAELoss: 0.133\n",
      "Epoch: 69, Train MSELoss: 0.03763, Train MAELoss: 0.140, Val. MSELoss: 0.03345, Val. MAELoss: 0.133\n",
      "Epoch: 70, Train MSELoss: 0.03776, Train MAELoss: 0.140, Val. MSELoss: 0.03343, Val. MAELoss: 0.133\n",
      "Epoch: 71, Train MSELoss: 0.03761, Train MAELoss: 0.140, Val. MSELoss: 0.03336, Val. MAELoss: 0.133\n",
      "Epoch: 72, Train MSELoss: 0.03769, Train MAELoss: 0.140, Val. MSELoss: 0.03344, Val. MAELoss: 0.133\n",
      "Epoch: 73, Train MSELoss: 0.03771, Train MAELoss: 0.140, Val. MSELoss: 0.03337, Val. MAELoss: 0.133\n",
      "Epoch: 74, Train MSELoss: 0.03767, Train MAELoss: 0.140, Val. MSELoss: 0.03338, Val. MAELoss: 0.133\n",
      "Epoch: 75, Train MSELoss: 0.03760, Train MAELoss: 0.140, Val. MSELoss: 0.03333, Val. MAELoss: 0.133\n",
      "Epoch: 76, Train MSELoss: 0.03757, Train MAELoss: 0.140, Val. MSELoss: 0.03348, Val. MAELoss: 0.133\n",
      "Epoch: 77, Train MSELoss: 0.03764, Train MAELoss: 0.140, Val. MSELoss: 0.03333, Val. MAELoss: 0.133\n",
      "Epoch: 78, Train MSELoss: 0.03768, Train MAELoss: 0.139, Val. MSELoss: 0.03362, Val. MAELoss: 0.134\n",
      "Epoch: 79, Train MSELoss: 0.03748, Train MAELoss: 0.139, Val. MSELoss: 0.03343, Val. MAELoss: 0.133\n",
      "Epoch: 80, Train MSELoss: 0.03760, Train MAELoss: 0.140, Val. MSELoss: 0.03328, Val. MAELoss: 0.133\n",
      "Epoch: 81, Train MSELoss: 0.03749, Train MAELoss: 0.139, Val. MSELoss: 0.03325, Val. MAELoss: 0.133\n",
      "Epoch: 82, Train MSELoss: 0.03746, Train MAELoss: 0.139, Val. MSELoss: 0.03323, Val. MAELoss: 0.133\n",
      "Epoch: 83, Train MSELoss: 0.03734, Train MAELoss: 0.139, Val. MSELoss: 0.03345, Val. MAELoss: 0.133\n",
      "Epoch: 84, Train MSELoss: 0.03742, Train MAELoss: 0.139, Val. MSELoss: 0.03333, Val. MAELoss: 0.133\n",
      "Epoch: 85, Train MSELoss: 0.03760, Train MAELoss: 0.139, Val. MSELoss: 0.03329, Val. MAELoss: 0.133\n",
      "Epoch: 86, Train MSELoss: 0.03736, Train MAELoss: 0.139, Val. MSELoss: 0.03322, Val. MAELoss: 0.133\n",
      "Epoch: 87, Train MSELoss: 0.03732, Train MAELoss: 0.139, Val. MSELoss: 0.03322, Val. MAELoss: 0.133\n",
      "Epoch: 88, Train MSELoss: 0.03736, Train MAELoss: 0.139, Val. MSELoss: 0.03326, Val. MAELoss: 0.133\n",
      "Epoch: 89, Train MSELoss: 0.03733, Train MAELoss: 0.139, Val. MSELoss: 0.03329, Val. MAELoss: 0.133\n",
      "Epoch: 90, Train MSELoss: 0.03740, Train MAELoss: 0.139, Val. MSELoss: 0.03320, Val. MAELoss: 0.133\n",
      "Epoch: 91, Train MSELoss: 0.03743, Train MAELoss: 0.139, Val. MSELoss: 0.03322, Val. MAELoss: 0.133\n",
      "Epoch: 92, Train MSELoss: 0.03733, Train MAELoss: 0.139, Val. MSELoss: 0.03351, Val. MAELoss: 0.133\n",
      "Epoch: 93, Train MSELoss: 0.03743, Train MAELoss: 0.139, Val. MSELoss: 0.03314, Val. MAELoss: 0.133\n",
      "Epoch: 94, Train MSELoss: 0.03721, Train MAELoss: 0.139, Val. MSELoss: 0.03324, Val. MAELoss: 0.133\n",
      "Epoch: 95, Train MSELoss: 0.03729, Train MAELoss: 0.139, Val. MSELoss: 0.03314, Val. MAELoss: 0.133\n",
      "Epoch: 96, Train MSELoss: 0.03709, Train MAELoss: 0.139, Val. MSELoss: 0.03317, Val. MAELoss: 0.133\n",
      "Epoch: 97, Train MSELoss: 0.03730, Train MAELoss: 0.139, Val. MSELoss: 0.03312, Val. MAELoss: 0.132\n",
      "Epoch: 98, Train MSELoss: 0.03724, Train MAELoss: 0.139, Val. MSELoss: 0.03308, Val. MAELoss: 0.132\n",
      "Epoch: 99, Train MSELoss: 0.03710, Train MAELoss: 0.138, Val. MSELoss: 0.03309, Val. MAELoss: 0.132\n",
      "Epoch: 100, Train MSELoss: 0.03723, Train MAELoss: 0.139, Val. MSELoss: 0.03333, Val. MAELoss: 0.133\n"
     ]
    }
   ],
   "source": [
    "epoch = 100\n",
    "train_mselosses = []\n",
    "valid_mselosses = []\n",
    "train_maelosses = []\n",
    "valid_maelosses = []\n",
    "\n",
    "for epoch in range(epoch):\n",
    "    train_loss_mse, train_loss_mae = train(model, train_loader, optimizer)\n",
    "    valid_loss_mse, valid_loss_mae = evaluate(model, valid_loader)\n",
    "    \n",
    "    train_mselosses.append(train_loss_mse)\n",
    "    valid_mselosses.append(valid_loss_mse)\n",
    "    train_maelosses.append(train_loss_mae)\n",
    "    valid_maelosses.append(valid_loss_mae)\n",
    "    \n",
    "    print(f'Epoch: {epoch+1:02}, Train MSELoss: {train_loss_mse:.5f}, Train MAELoss: {train_loss_mae:.3f}, Val. MSELoss: {valid_loss_mse:.5f}, Val. MAELoss: {valid_loss_mae:.3f}')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "51c5c1b8-1851-4845-a1bf-a324eeb25930",
   "metadata": {},
   "source": [
    "Plotting training and validation loss over epochs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "760cfece-1586-4f1b-8be5-6a5d1dbc32ea",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 绘制 MSE损失图\n",
    "plt.figure(figsize=(12, 5))\n",
    "plt.subplot(1, 2, 1)\n",
    "plt.plot(train_mselosses, label='Train MSELoss')\n",
    "plt.plot(valid_mselosses, label='Validation MSELoss')\n",
    "plt.xlabel('Epoch')\n",
    "plt.ylabel('MSELoss')\n",
    "plt.title('Train and Validation MSELoss')\n",
    "plt.legend()\n",
    "plt.grid(True)\n",
    "\n",
    "# 绘制 MAE损失图\n",
    "plt.subplot(1, 2, 2)\n",
    "plt.plot(train_maelosses, label='Train MAELoss')\n",
    "plt.plot(valid_maelosses, label='Validation MAELoss')\n",
    "plt.xlabel('Epoch')\n",
    "plt.ylabel('MAELoss')\n",
    "plt.title('Train and Validation MAELoss')\n",
    "plt.legend()\n",
    "plt.grid(True)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2320df4d-34d9-423a-baae-c3a4eba4243f",
   "metadata": {},
   "source": [
    "# <font face= 'Comic Sans MS' size= 6 color= '#b89bd5'>Model evaluation</font>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7eb05680-5029-43d5-8603-206b83bfb03c",
   "metadata": {},
   "source": [
    "定义预测函数 `prediction` 以方便调用"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "033d6a20-c878-4a5a-9ccd-061146dd5f3b",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 定义 prediction函数\n",
    "def prediction(model, iterator): \n",
    "    all_targets = []\n",
    "    all_predictions = []\n",
    "\n",
    "    model.eval()\n",
    "    with torch.no_grad():\n",
    "        for batch in iterator:\n",
    "            inputs, targets = batch\n",
    "            predictions = model(inputs)\n",
    "            \n",
    "            all_targets.extend(targets.numpy())\n",
    "            all_predictions.extend(predictions.numpy())\n",
    "    return all_targets, all_predictions"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "14d69be6-a911-4cc9-a6c3-ab6870df76f3",
   "metadata": {},
   "source": [
    "这段代码定义了一个名为 `prediction` 的函数，其主要目的是使用给定的模型对输入数据进行预测，并收集所有的目标值和预测值。"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "251b793b-20c8-4a73-bcb0-88490d206204",
   "metadata": {},
   "source": [
    "**验证集预测**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "c2fd8a57-d32a-48dd-aa71-6ba02a772036",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 模型预测\n",
    "targets, predictions = prediction(model, valid_loader)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "36a30856-f88b-4455-9815-75381fd901ae",
   "metadata": {},
   "outputs": [],
   "source": [
    "denormalized_targets = scaler.inverse_transform(targets)\n",
    "denormalized_predictions = scaler.inverse_transform(predictions)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "03068da2-c682-4f29-bb00-1de70cb1c915",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[100.00000053],\n",
       "       [ 96.99999976],\n",
       "       [ 96.00000103],\n",
       "       [ 82.99999921],\n",
       "       [ 77.00000225],\n",
       "       [ 84.00000023],\n",
       "       [ 81.00000175],\n",
       "       [ 76.00000123],\n",
       "       [ 80.00000073],\n",
       "       [ 82.99999921]])"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "denormalized_targets[0:10, ...]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "fdb34f40-c63c-4d41-9d4e-23fc325dd5ee",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Visualize the data\n",
    "plt.figure(figsize=(12,6))\n",
    "plt.style.use('_mpl-gallery')\n",
    "plt.title('Comparison of validation set prediction results')\n",
    "plt.plot(denormalized_targets, color='steelblue',label='Actual Value')\n",
    "plt.plot(denormalized_predictions, color='orange', label='Valid Value')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2b430808-b522-4951-9622-c17f29143c25",
   "metadata": {},
   "source": [
    "**回归拟合图**"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "064df01a-a5a3-49e5-b84e-a669a5d94464",
   "metadata": {},
   "source": [
    "`regplot()` 函数绘制数据图并拟合线性回归模型。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "363da4ac-7a1e-4f29-8854-e28386e4e7ef",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(5, 5), dpi=100)\n",
    "sns.regplot(x=denormalized_targets, y=denormalized_predictions, scatter=True, marker=\"*\", color='steelblue',line_kws={'color': 'red'})\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "02c2a77b-921c-4007-aa36-b3a781a99a59",
   "metadata": {},
   "source": [
    "**评估指标**"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "49242ad7-b1fa-495f-a155-3f57f5b2d8d9",
   "metadata": {},
   "source": [
    "通过调用 `sklearn.metrics` 模块中的 `mean_absolute_error` `mean_absolute_percentage_error` `mean_squared_error` `root_mean_squared_error` `r2_score` 函数来评估模型性能"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "0f6b2984-df04-45c6-879c-bff640996c84",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MAE: 0.1327\n",
      "MAPE: 49.5163%\n",
      "MSE: 0.0333\n",
      "RMSE: 0.1826\n",
      "R²: 0.9647\n"
     ]
    }
   ],
   "source": [
    "mae = mean_absolute_error(targets, predictions)\n",
    "print(f\"MAE: {mae:.4f}\")\n",
    "\n",
    "mape = mean_absolute_percentage_error(targets, predictions)\n",
    "print(f\"MAPE: {mape * 100:.4f}%\")\n",
    "\n",
    "mse = mean_squared_error(targets, predictions)\n",
    "print(f\"MSE: {mse:.4f}\")\n",
    "\n",
    "rmse = root_mean_squared_error(targets, predictions)\n",
    "print(f\"RMSE: {rmse:.4f}\")\n",
    "\n",
    "r2 = r2_score(targets, predictions)\n",
    "print(f\"R²: {r2:.4f}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "da5f02f4-1cac-4d92-b869-ee535945609c",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
